Grid Controllability Aware Optimal Placement of PMUs With Limited Input Current Channels

IF 4.2 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Akash Kumar Mandal;Swades De;Bijaya Ketan Panigrahi
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Abstract

This paper introduces a new method for optimally placing phasor measurement units (PMUs) aimed at enhancing smart grid controllability under perturbed conditions while maintaining system observability. To address practical concerns, the approach assumes that each PMU has a limited number of input channels when determining the optimal number of PMUs needed. To achieve this optimality objective, a minimum cost constrained quadratic objective problem over a bounded decision domain is formulated with continuous relaxation for the discrete binary constraint. An information-theoretic viewpoint is taken for characterizing the robustness of grid estimation at the phasor data concentrator. A perturbation-resistant algorithm has been developed to achieve a globally optimal PMU placement solution. The effectiveness of the proposed smart grid monitoring method is confirmed through tests on IEEE 6, 14, 30, 57, and 118-bus systems. The findings reveal that, in contrast to traditional observability-focused PMU deployment, the proposed approach ensures system controllability under general perturbation scenarios while preserving grid observability at $\approx 100\%$ , achieving a minimum mean squared error of $\approx 10^{-3}$ , and maintaining mutual information between estimated and measured attributes near 1 across all test cases.
输入电流通道有限的 PMU 的电网可控性优化布局
本文介绍了一种优化布置相位测量单元(PMU)的新方法,旨在提高智能电网在扰动条件下的可控性,同时保持系统的可观测性。为解决实际问题,该方法在确定所需 PMU 的最佳数量时,假设每个 PMU 的输入通道数量有限。为实现这一优化目标,在有界决策域上提出了一个最小成本约束的二次目标问题,并对离散二元约束进行了连续松弛。从信息论的角度来描述相位数据集中器电网估计的鲁棒性。开发了一种抗扰动算法,以实现全局最优 PMU 布置方案。通过对 IEEE 6、14、30、57 和 118 总线系统的测试,证实了所提出的智能电网监控方法的有效性。研究结果表明,与传统的以可观测性为重点的 PMU 部署相比,所提出的方法可确保系统在一般扰动情况下的可控性,同时将电网可观测性保持在 $/approx 100\%$ 的水平,实现了 $/approx 10^{-3}$ 的最小均方误差,并在所有测试案例中将估计属性与测量属性之间的互信息保持在 1 附近。
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来源期刊
IEEE Transactions on Industry Applications
IEEE Transactions on Industry Applications 工程技术-工程:电子与电气
CiteScore
9.90
自引率
9.10%
发文量
747
审稿时长
3.3 months
期刊介绍: The scope of the IEEE Transactions on Industry Applications includes all scope items of the IEEE Industry Applications Society, that is, the advancement of the theory and practice of electrical and electronic engineering in the development, design, manufacture, and application of electrical systems, apparatus, devices, and controls to the processes and equipment of industry and commerce; the promotion of safe, reliable, and economic installations; industry leadership in energy conservation and environmental, health, and safety issues; the creation of voluntary engineering standards and recommended practices; and the professional development of its membership.
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